Skip to main content
Login
      • Discover
        • For Executives
          • For Startups
            • Lakehouse Architecture
              • Mosaic Research
              • Customers
                • Featured Stories
                  • See All Customers
                  • Partners
                    • Cloud Providers
                      Databricks on AWS, Azure, GCP, and SAP
                      • Consulting & System Integrators
                        Experts to build, deploy and migrate to Databricks
                        • Technology Partners
                          Connect your existing tools to your Lakehouse
                          • C&SI Partner Program
                            Build, deploy or migrate to the Lakehouse
                            • Data Partners
                              Access the ecosystem of data consumers
                              • Partner Solutions
                                Find custom industry and migration solutions
                                • Built on Databricks
                                  Build, market and grow your business
                                • Databricks Platform
                                  • Platform Overview
                                    A unified platform for data, analytics and AI
                                    • Data Management
                                      Data reliability, security and performance
                                      • Sharing
                                        An open, secure, zero-copy sharing for all data
                                        • Data Warehousing
                                          Serverless data warehouse for SQL analytics
                                          • Governance
                                            Unified governance for all data, analytics and AI assets
                                            • Real-Time Analytics
                                              Real-time analytics, AI and applications made simple
                                              • Artificial Intelligence
                                                Build and deploy ML and GenAI applications
                                                • Data Engineering
                                                  ETL and orchestration for batch and streaming data
                                                  • Business Intelligence
                                                    Intelligent analytics for real-world data
                                                    • Data Science
                                                      Collaborative data science at scale
                                                    • Integrations and Data
                                                      • Marketplace
                                                        Open marketplace for data, analytics and AI
                                                        • IDE Integrations
                                                          Build on the Lakehouse in your favorite IDE
                                                          • Partner Connect
                                                            Discover and integrate with the Databricks ecosystem
                                                          • Pricing
                                                            • Databricks Pricing
                                                              Explore product pricing, DBUs and more
                                                              • Cost Calculator
                                                                Estimate your compute costs on any cloud
                                                              • Open Source
                                                                • Open Source Technologies
                                                                  Learn more about the innovations behind the platform
                                                                • Databricks for Industries
                                                                  • Communications
                                                                    • Media and Entertainment
                                                                      • Financial Services
                                                                        • Public Sector
                                                                          • Healthcare & Life Sciences
                                                                            • Retail
                                                                              • Manufacturing
                                                                                • See All Industries
                                                                                • Cross Industry Solutions
                                                                                  • Cybersecurity
                                                                                    • Marketing
                                                                                    • Migration & Deployment
                                                                                      • Data Migration
                                                                                        • Professional Services
                                                                                        • Solution Accelerators
                                                                                          • Explore Accelerators
                                                                                            Move faster toward outcomes that matter
                                                                                          • Training and Certification
                                                                                            • Learning Overview
                                                                                              Hub for training, certification, events and more
                                                                                              • Training Overview
                                                                                                Discover curriculum tailored to your needs
                                                                                                • Databricks Academy
                                                                                                  Sign in to the Databricks learning platform
                                                                                                  • Certification
                                                                                                    Gain recognition and differentiation
                                                                                                    • University Alliance
                                                                                                      Want to teach Databricks? See how.
                                                                                                    • Events
                                                                                                      • Data + AI Summit
                                                                                                        • Data + AI World Tour
                                                                                                          • Data Intelligence Days
                                                                                                            • Event Calendar
                                                                                                            • Blog and Podcasts
                                                                                                              • Databricks Blog
                                                                                                                Explore news, product announcements, and more
                                                                                                                • Databricks Mosaic Research Blog
                                                                                                                  Discover the latest in our Gen AI research
                                                                                                                  • Data Brew Podcast
                                                                                                                    Let’s talk data!
                                                                                                                    • Champions of Data + AI Podcast
                                                                                                                      Insights from data leaders powering innovation
                                                                                                                    • Get Help
                                                                                                                      • Customer Support
                                                                                                                        • Documentation
                                                                                                                          • Community
                                                                                                                          • Dive Deep
                                                                                                                            • Resource Center
                                                                                                                              • Demo Center
                                                                                                                              • Company
                                                                                                                                • Who We Are
                                                                                                                                  • Our Team
                                                                                                                                    • Databricks Ventures
                                                                                                                                      • Contact Us
                                                                                                                                      • Careers
                                                                                                                                        • Working at Databricks
                                                                                                                                          • Open Jobs
                                                                                                                                          • Press
                                                                                                                                            • Awards and Recognition
                                                                                                                                              • Newsroom
                                                                                                                                              • Security and Trust
                                                                                                                                                • Security and Trust
                                                                                                                                            • Data and AI summit

                                                                                                                                              JUNE 9–12 | SAN FRANCISCO

                                                                                                                                              Data + AI Summit is almost here — don’t miss the chance to join us in San Francisco!

                                                                                                                                              REGISTER
                                                                                                                                            • Ready to get started?
                                                                                                                                            • Get a Demo
                                                                                                                                            Data and AI summit

                                                                                                                                            JUNE 9–12 | SAN FRANCISCO

                                                                                                                                            Data + AI Summit is almost here — don’t miss the chance to join us in San Francisco!

                                                                                                                                            REGISTER
                                                                                                                                            • Login
                                                                                                                                            • Try Databricks
                                                                                                                                            1. Blog
                                                                                                                                            2. /
                                                                                                                                              Solutions
                                                                                                                                            3. /
                                                                                                                                              Article

                                                                                                                                            Apache Spark Trending in the Stack Overflow Survey

                                                                                                                                            Data Intelligence Platforms

                                                                                                                                            Published: March 22, 2016

                                                                                                                                            Solutions3 min read

                                                                                                                                            by Reynold Xin

                                                                                                                                            Share this post

                                                                                                                                            Keep up with us

                                                                                                                                            Last week, Stack Overflow released the result of their 2016 developer survey. This is one of the most significant surveys in the field with responses from 56,033 engineers across 173 countries. A few things from this survey caught my eye:

                                                                                                                                            1. Apache Spark is the second most trending technology, only after React.
                                                                                                                                            2. Apache Spark is the top paying tech.
                                                                                                                                            3. Equally interesting is that 5 out of the top 7 top paying techs are data and cloud computing related.
                                                                                                                                            4. Python, R, and SQL are the top tech stack for data scientists.
                                                                                                                                            5. Vim is a lot more popular than emacs (ok just kidding).

                                                                                                                                            I've included a few charts from the survey for discussion below:

                                                                                                                                            stackoverflow blog figure 1

                                                                                                                                            stackoverflow blog figure 2

                                                                                                                                            stackoverflow blog figure 3

                                                                                                                                            This survey shows that organizations around the world are looking for Spark talent and engineers are eager to learn Spark. In the remainder of this blog post, I’m going to talk about three Databricks initiatives to help these organizations and engineers: (1) MOOCs, (2) Databricks Community Edition, and (3) making Spark easier to use.

                                                                                                                                            First, in partnership with UC Berkeley and UCLA, Databricks launched two free massive open online courses (MOOCs) last year about Spark, data science, and machine learning. Over 130,000 people signed up. One of these Introduction to Big Data with Apache Spark was rated as one of the top 10 MOOCs across all fields (i.e. not just computer science) last year.

                                                                                                                                            This year we have increased our investment and will run 5 MOOCs as part of edX’s Data Science and Engineering with Spark series, including:

                                                                                                                                            • CS105x: Introduction to Spark (April 2016)
                                                                                                                                            • CS110x: Big Data Analysis with Spark (May 2016)
                                                                                                                                            • CS120x: Distributed Machine Learning with Spark (June 2016)
                                                                                                                                            • CS125x: Advanced Distributed Machine Learning with Spark (Aug 2016)
                                                                                                                                            • CS115x: Advanced Spark for Data Science and Data Engineering (Oct 2016)

                                                                                                                                            We provided free Databricks accounts to many MOOCs students last year after they told us that some features of the Databricks platform such as collaborative data exploration and automatic cluster management were really useful for learning Spark. In response, we created Databricks Community Edition (in beta) for developers, data scientists, data engineers and anyone who wants to learn Spark. On this platform, users have access to a micro-cluster, a cluster manager and a notebook environment to prototype applications. All users can share their notebooks and host them free of charge with Databricks.

                                                                                                                                            stackoverflow blog figure 4

                                                                                                                                            In addition to the platform itself, Databricks Community Edition comes pre-populated with Spark training resources, including the MOOCs. We will also continue to develop Spark tutorials and training materials over time, which will be directly accessible from the Community Edition. Databricks Community Edition is still in private beta and we are slowly rolling it out to as users on the waitlist. Fill out this form to join the waitlist.

                                                                                                                                            Finally, we continue to make Spark easier to use.  We believe that the easiest APIs to learn are the ones that users are already familiar with, in programming languages they already know. DataFrames, machine learning pipelines, SQL, R, and Python support are all features of Spark that build on this idea.

                                                                                                                                            We hope our educational efforts will help even more organizations and engineers build their Spark skills and extract value from data. If you want to learn Spark, sign up for the MOOCs and the Databricks Community Edition private beta.

                                                                                                                                            Keep up with us

                                                                                                                                            Share this post

                                                                                                                                            Never miss a Databricks post

                                                                                                                                            Subscribe to the categories you care about and get the latest posts delivered to your inbox

                                                                                                                                            Sign up

                                                                                                                                            What's next?

                                                                                                                                            GGML GGUF File Format Vulnerabilities

                                                                                                                                            Open Source

                                                                                                                                            March 22, 2024/10 min read

                                                                                                                                            GGML GGUF File Format Vulnerabilities

                                                                                                                                            databricks x google cloud

                                                                                                                                            Open Source

                                                                                                                                            June 5, 2024/3 min read

                                                                                                                                            BigQuery adds first-party support for Delta Lake

                                                                                                                                            databricks logo
                                                                                                                                            Why Databricks
                                                                                                                                            Discover
                                                                                                                                            • For Executives
                                                                                                                                            • For Startups
                                                                                                                                            • Lakehouse Architecture
                                                                                                                                            • Mosaic Research
                                                                                                                                            Customers
                                                                                                                                            • Featured
                                                                                                                                            • See All
                                                                                                                                            Partners
                                                                                                                                            • Cloud Providers
                                                                                                                                            • Technology Partners
                                                                                                                                            • Data Partners
                                                                                                                                            • Built on Databricks
                                                                                                                                            • Consulting & System Integrators
                                                                                                                                            • C&SI Partner Program
                                                                                                                                            • Partner Solutions
                                                                                                                                            Discover
                                                                                                                                            • For Executives
                                                                                                                                            • For Startups
                                                                                                                                            • Lakehouse Architecture
                                                                                                                                            • Mosaic Research
                                                                                                                                            Customers
                                                                                                                                            • Featured
                                                                                                                                            • See All
                                                                                                                                            Partners
                                                                                                                                            • Cloud Providers
                                                                                                                                            • Technology Partners
                                                                                                                                            • Data Partners
                                                                                                                                            • Built on Databricks
                                                                                                                                            • Consulting & System Integrators
                                                                                                                                            • C&SI Partner Program
                                                                                                                                            • Partner Solutions
                                                                                                                                            Product
                                                                                                                                            Databricks Platform
                                                                                                                                            • Platform Overview
                                                                                                                                            • Sharing
                                                                                                                                            • Governance
                                                                                                                                            • Artificial Intelligence
                                                                                                                                            • Business Intelligence
                                                                                                                                            • Data Management
                                                                                                                                            • Data Warehousing
                                                                                                                                            • Real-Time Analytics
                                                                                                                                            • Data Engineering
                                                                                                                                            • Data Science
                                                                                                                                            Pricing
                                                                                                                                            • Pricing Overview
                                                                                                                                            • Pricing Calculator
                                                                                                                                            Open Source
                                                                                                                                            Integrations and Data
                                                                                                                                            • Marketplace
                                                                                                                                            • IDE Integrations
                                                                                                                                            • Partner Connect
                                                                                                                                            Databricks Platform
                                                                                                                                            • Platform Overview
                                                                                                                                            • Sharing
                                                                                                                                            • Governance
                                                                                                                                            • Artificial Intelligence
                                                                                                                                            • Business Intelligence
                                                                                                                                            • Data Management
                                                                                                                                            • Data Warehousing
                                                                                                                                            • Real-Time Analytics
                                                                                                                                            • Data Engineering
                                                                                                                                            • Data Science
                                                                                                                                            Pricing
                                                                                                                                            • Pricing Overview
                                                                                                                                            • Pricing Calculator
                                                                                                                                            Integrations and Data
                                                                                                                                            • Marketplace
                                                                                                                                            • IDE Integrations
                                                                                                                                            • Partner Connect
                                                                                                                                            Solutions
                                                                                                                                            Databricks For Industries
                                                                                                                                            • Communications
                                                                                                                                            • Financial Services
                                                                                                                                            • Healthcare and Life Sciences
                                                                                                                                            • Manufacturing
                                                                                                                                            • Media and Entertainment
                                                                                                                                            • Public Sector
                                                                                                                                            • Retail
                                                                                                                                            • View All
                                                                                                                                            Cross Industry Solutions
                                                                                                                                            • Cybersecurity
                                                                                                                                            • Marketing
                                                                                                                                            Data Migration
                                                                                                                                            Professional Services
                                                                                                                                            Solution Accelerators
                                                                                                                                            Databricks For Industries
                                                                                                                                            • Communications
                                                                                                                                            • Financial Services
                                                                                                                                            • Healthcare and Life Sciences
                                                                                                                                            • Manufacturing
                                                                                                                                            • Media and Entertainment
                                                                                                                                            • Public Sector
                                                                                                                                            • Retail
                                                                                                                                            • View All
                                                                                                                                            Cross Industry Solutions
                                                                                                                                            • Cybersecurity
                                                                                                                                            • Marketing
                                                                                                                                            Resources
                                                                                                                                            Documentation
                                                                                                                                            Customer Support
                                                                                                                                            Community
                                                                                                                                            Training and Certification
                                                                                                                                            • Learning Overview
                                                                                                                                            • Training Overview
                                                                                                                                            • Certification
                                                                                                                                            • University Alliance
                                                                                                                                            • Databricks Academy Login
                                                                                                                                            Events
                                                                                                                                            • Data + AI Summit
                                                                                                                                            • Data + AI World Tour
                                                                                                                                            • Data Intelligence Days
                                                                                                                                            • Full Calendar
                                                                                                                                            Blog and Podcasts
                                                                                                                                            • Databricks Blog
                                                                                                                                            • Databricks Mosaic Research Blog
                                                                                                                                            • Data Brew Podcast
                                                                                                                                            • Champions of Data & AI Podcast
                                                                                                                                            Training and Certification
                                                                                                                                            • Learning Overview
                                                                                                                                            • Training Overview
                                                                                                                                            • Certification
                                                                                                                                            • University Alliance
                                                                                                                                            • Databricks Academy Login
                                                                                                                                            Events
                                                                                                                                            • Data + AI Summit
                                                                                                                                            • Data + AI World Tour
                                                                                                                                            • Data Intelligence Days
                                                                                                                                            • Full Calendar
                                                                                                                                            Blog and Podcasts
                                                                                                                                            • Databricks Blog
                                                                                                                                            • Databricks Mosaic Research Blog
                                                                                                                                            • Data Brew Podcast
                                                                                                                                            • Champions of Data & AI Podcast
                                                                                                                                            About
                                                                                                                                            Company
                                                                                                                                            • Who We Are
                                                                                                                                            • Our Team
                                                                                                                                            • Databricks Ventures
                                                                                                                                            • Contact Us
                                                                                                                                            Careers
                                                                                                                                            • Open Jobs
                                                                                                                                            • Working at Databricks
                                                                                                                                            Press
                                                                                                                                            • Awards and Recognition
                                                                                                                                            • Newsroom
                                                                                                                                            Security and Trust
                                                                                                                                            Company
                                                                                                                                            • Who We Are
                                                                                                                                            • Our Team
                                                                                                                                            • Databricks Ventures
                                                                                                                                            • Contact Us
                                                                                                                                            Careers
                                                                                                                                            • Open Jobs
                                                                                                                                            • Working at Databricks
                                                                                                                                            Press
                                                                                                                                            • Awards and Recognition
                                                                                                                                            • Newsroom
                                                                                                                                            databricks logo

                                                                                                                                            Databricks Inc.
                                                                                                                                            160 Spear Street, 15th Floor
                                                                                                                                            San Francisco, CA 94105
                                                                                                                                            1-866-330-0121

                                                                                                                                            See Careers
                                                                                                                                            at Databricks

                                                                                                                                            © Databricks 2025. All rights reserved. Apache, Apache Spark, Spark, the Spark Logo, Apache Iceberg, Iceberg, and the Apache Iceberg logo are trademarks of the Apache Software Foundation.

                                                                                                                                            • Privacy Notice
                                                                                                                                            • |Terms of Use
                                                                                                                                            • |Modern Slavery Statement
                                                                                                                                            • |California Privacy
                                                                                                                                            • |Your Privacy Choices